Clean Dataset Report

Dataset statistics

Number of variables	43
Number of observations	1276
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	428.8 KiB
Average record size in memory	344.1 B

Variable types

Numeric	13
Categorical	20
Boolean	10

Alerts

`Model` has a high cardinality: 263 distinct values	High cardinality
`Variant` has a high cardinality: 1064 distinct values	High cardinality
`Ex-Showroom_Price` is highly correlated with `Displacement` and 6 other fields	High correlation
`Displacement` is highly correlated with `Ex-Showroom_Price` and 6 other fields	High correlation
`Cylinders` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Fuel_Tank_Capacity` is highly correlated with `Ex-Showroom_Price` and 6 other fields	High correlation
`Height` is highly correlated with `Ground_Clearance` and 1 other fields	High correlation
`Length` is highly correlated with `Ex-Showroom_Price` and 7 other fields	High correlation
`Width` is highly correlated with `Ex-Showroom_Price` and 6 other fields	High correlation
`ARAI_Certified_Mileage` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Ground_Clearance` is highly correlated with `Height`	High correlation
`Power` is highly correlated with `Ex-Showroom_Price` and 6 other fields	High correlation
`Seating_Capacity` is highly correlated with `Height`	High correlation
`Boot_Space` is highly correlated with `Length`	High correlation
`Ex-Showroom_Price` is highly correlated with `Displacement` and 2 other fields	High correlation
`Displacement` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Cylinders` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Fuel_Tank_Capacity` is highly correlated with `Displacement` and 4 other fields	High correlation
`Height` is highly correlated with `Seating_Capacity`	High correlation
`Length` is highly correlated with `Displacement` and 4 other fields	High correlation
`Width` is highly correlated with `Displacement` and 4 other fields	High correlation
`Power` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Seating_Capacity` is highly correlated with `Height`	High correlation
`Ex-Showroom_Price` is highly correlated with `Displacement` and 5 other fields	High correlation
`Displacement` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Cylinders` is highly correlated with `Ex-Showroom_Price` and 4 other fields	High correlation
`Fuel_Tank_Capacity` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Height` is highly correlated with `Seating_Capacity`	High correlation
`Length` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Width` is highly correlated with `Ex-Showroom_Price` and 4 other fields	High correlation
`Power` is highly correlated with `Ex-Showroom_Price` and 5 other fields	High correlation
`Seating_Capacity` is highly correlated with `Height`	High correlation
`Type` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 1 other fields	High correlation
`Door_Ajar_Warning` is highly correlated with `Central_Locking` and 3 other fields	High correlation
`Gears` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 2 other fields	High correlation
`Central_Locking` is highly correlated with `Door_Ajar_Warning` and 6 other fields	High correlation
`Keyless_Entry` is highly correlated with `Central_Locking` and 1 other fields	High correlation
`EBA_(Electronic_Brake_Assist)` is highly correlated with `Type` and 8 other fields	High correlation
`Body_Type` is highly correlated with `Fuel_System`	High correlation
`Fuel_System` is highly correlated with `Gears` and 2 other fields	High correlation
`Power_Windows` is highly correlated with `Door_Ajar_Warning` and 2 other fields	High correlation
`EBD_(Electronic_Brake-force_Distribution)` is highly correlated with `ABS_(Anti-lock_Braking_System)`	High correlation
`Power_Steering` is highly correlated with `Make`	High correlation
`Make` is highly correlated with `Door_Ajar_Warning` and 7 other fields	High correlation
`Audiosystem` is highly correlated with `Central_Locking` and 1 other fields	High correlation
`Power_Seats` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 2 other fields	High correlation
`Seat_Height_Adjustment` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 1 other fields	High correlation
`ABS_(Anti-lock_Braking_System)` is highly correlated with `Central_Locking` and 1 other fields	High correlation
`Parking_Assistance` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 2 other fields	High correlation
`Handbrake` is highly correlated with `Type` and 8 other fields	High correlation
`Bluetooth` is highly correlated with `Central_Locking` and 5 other fields	High correlation
`Ventilation_System` is highly correlated with `Door_Ajar_Warning` and 5 other fields	High correlation
`Emission_Norm` is highly correlated with `Make`	High correlation
`Engine_Immobilizer` is highly correlated with `Make` and 1 other fields	High correlation
`Seats_Material` is highly correlated with `EBA_(Electronic_Brake_Assist)` and 1 other fields	High correlation
`Unnamed: 0` is highly correlated with `Make` and 14 other fields	High correlation
`Make` is highly correlated with `Unnamed: 0` and 35 other fields	High correlation
`Ex-Showroom_Price` is highly correlated with `Make` and 10 other fields	High correlation
`Displacement` is highly correlated with `Unnamed: 0` and 19 other fields	High correlation
`Cylinders` is highly correlated with `Unnamed: 0` and 15 other fields	High correlation
`Emission_Norm` is highly correlated with `Make` and 2 other fields	High correlation
`Fuel_System` is highly correlated with `Make` and 5 other fields	High correlation
`Fuel_Tank_Capacity` is highly correlated with `Unnamed: 0` and 16 other fields	High correlation
`Fuel_Type` is highly correlated with `Make`	High correlation
`Height` is highly correlated with `Make` and 9 other fields	High correlation
`Length` is highly correlated with `Unnamed: 0` and 16 other fields	High correlation
`Width` is highly correlated with `Unnamed: 0` and 17 other fields	High correlation
`Body_Type` is highly correlated with `Unnamed: 0` and 15 other fields	High correlation
`Gears` is highly correlated with `Make` and 14 other fields	High correlation
`Ground_Clearance` is highly correlated with `Make` and 6 other fields	High correlation
`Power_Steering` is highly correlated with `Make` and 9 other fields	High correlation
`Power_Windows` is highly correlated with `Make` and 6 other fields	High correlation
`Power_Seats` is highly correlated with `Unnamed: 0` and 15 other fields	High correlation
`Keyless_Entry` is highly correlated with `Make` and 14 other fields	High correlation
`Power` is highly correlated with `Unnamed: 0` and 19 other fields	High correlation
`Seating_Capacity` is highly correlated with `Make` and 7 other fields	High correlation
`Seats_Material` is highly correlated with `Unnamed: 0` and 13 other fields	High correlation
`Type` is highly correlated with `Unnamed: 0` and 5 other fields	High correlation
`Audiosystem` is highly correlated with `Make` and 15 other fields	High correlation
`Bluetooth` is highly correlated with `Make` and 11 other fields	High correlation
`Boot_Space` is highly correlated with `Make` and 3 other fields	High correlation
`Central_Locking` is highly correlated with `Make` and 9 other fields	High correlation
`Child_Safety_Locks` is highly correlated with `Make`	High correlation
`Handbrake` is highly correlated with `Unnamed: 0` and 18 other fields	High correlation
`Instrument_Console` is highly correlated with `Make`	High correlation
`Ventilation_System` is highly correlated with `Unnamed: 0` and 25 other fields	High correlation
`Engine_Immobilizer` is highly correlated with `Make` and 3 other fields	High correlation
`ABS_(Anti-lock_Braking_System)` is highly correlated with `Keyless_Entry` and 7 other fields	High correlation
`Door_Ajar_Warning` is highly correlated with `Make` and 9 other fields	High correlation
`EBD_(Electronic_Brake-force_Distribution)` is highly correlated with `Make` and 6 other fields	High correlation
`Fasten_Seat_Belt_Warning` is highly correlated with `Width` and 8 other fields	High correlation
`Parking_Assistance` is highly correlated with `Make` and 10 other fields	High correlation
`EBA_(Electronic_Brake_Assist)` is highly correlated with `Unnamed: 0` and 15 other fields	High correlation
`Seat_Height_Adjustment` is highly correlated with `Unnamed: 0` and 17 other fields	High correlation
`ARAI_Certified_Mileage` is highly skewed (γ1 = 33.64370862)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Variant` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique

Reproduction

Analysis started	2022-05-21 13:28:09.597572
Analysis finished	2022-05-21 13:29:19.205049
Duration	1 minute and 9.61 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	1276
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	637.5

Minimum	0
Maximum	1275
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0
5-th percentile	63.75
Q1	318.75
median	637.5
Q3	956.25
95-th percentile	1211.25
Maximum	1275
Range	1275
Interquartile range (IQR)	637.5

Descriptive statistics

Standard deviation	368.493781
Coefficient of variation (CV)	0.5780294605
Kurtosis	-1.2
Mean	637.5
Median Absolute Deviation (MAD)	319
Skewness	0
Sum	813450
Variance	135787.6667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
848	1	0.1%
855	1	0.1%
854	1	0.1%
853	1	0.1%
852	1	0.1%
851	1	0.1%
850	1	0.1%
849	1	0.1%
847	1	0.1%
Other values (1266)	1266	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
1275	1	0.1%
1274	1	0.1%
1273	1	0.1%
1272	1	0.1%
1271	1	0.1%
1270	1	0.1%
1269	1	0.1%
1268	1	0.1%
1267	1	0.1%
1266	1	0.1%

Make
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	39
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Maruti Suzuki	224
Hyundai	130
Mahindra	119
Tata	100
Toyota	82
Other values (34)	621

Length

Max length	16
Median length	13
Mean length	7.441222571
Min length	2

Characters and Unicode

Total characters	9495
Distinct characters	41
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Tata
2nd row	Tata
3rd row	Tata
4th row	Tata
5th row	Tata

Common Values

Value	Count	Frequency (%)
Maruti Suzuki	224	17.6%
Hyundai	130	10.2%
Mahindra	119	9.3%
Tata	100	7.8%
Toyota	82	6.4%
Honda	64	5.0%
Skoda	43	3.4%
Ford	43	3.4%
Bmw	37	2.9%
Renault	36	2.8%
Other values (29)	398	31.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
maruti	238	14.9%
suzuki	238	14.9%
hyundai	130	8.2%
mahindra	119	7.5%
tata	100	6.3%
toyota	82	5.1%
honda	64	4.0%
rover	64	4.0%
skoda	43	2.7%
ford	43	2.7%
Other values (31)	474	29.7%

Most occurring characters

Value	Count	Frequency (%)
a	1282	13.5%
u	977	10.3%
i	924	9.7%
r	567	6.0%
t	526	5.5%
n	499	5.3%
o	484	5.1%
d	467	4.9%
M	399	4.2%
	319	3.4%
Other values (31)	3051	32.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7581	79.8%
Uppercase Letter	1595	16.8%
Space Separator	319	3.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1282	16.9%
u	977	12.9%
i	924	12.2%
r	567	7.5%
t	526	6.9%
n	499	6.6%
o	484	6.4%
d	467	6.2%
k	315	4.2%
e	261	3.4%
Other values (14)	1279	16.9%

Uppercase Letter

Value	Count	Frequency (%)
M	399	25.0%
S	281	17.6%
H	194	12.2%
T	182	11.4%
R	114	7.1%
F	80	5.0%
L	60	3.8%
V	52	3.3%
J	50	3.1%
B	47	2.9%
Other values (6)	136	8.5%

Space Separator

Value	Count	Frequency (%)
	319	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9176	96.6%
Common	319	3.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1282	14.0%
u	977	10.6%
i	924	10.1%
r	567	6.2%
t	526	5.7%
n	499	5.4%
o	484	5.3%
d	467	5.1%
M	399	4.3%
k	315	3.4%
Other values (30)	2736	29.8%

Common

Value	Count	Frequency (%)
	319	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1282	13.5%
u	977	10.3%
i	924	9.7%
r	567	6.0%
t	526	5.5%
n	499	5.3%
o	484	5.1%
d	467	4.9%
M	399	4.2%
	319	3.4%
Other values (31)	3051	32.1%

Model
Categorical

HIGH CARDINALITY

Distinct	263
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Nexon	24
Kuv100 Nxt	22
Xuv500	21
Compass	21
Amaze	20
Other values (258)	1168

Length

Max length	33
Median length	26
Mean length	7.568965517
Min length	2

Characters and Unicode

Total characters	9658
Distinct characters	67
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	67 ?
Unique (%)	5.3%

Sample

1st row	Nano Genx
2nd row	Nano Genx
3rd row	Nano Genx
4th row	Nano Genx
5th row	Nano Genx

Common Values

Value	Count	Frequency (%)
Nexon	24	1.9%
Kuv100 Nxt	22	1.7%
Xuv500	21	1.6%
Compass	21	1.6%
Amaze	20	1.6%
Creta	18	1.4%
Innova Crysta	16	1.3%
Seltos	16	1.3%
Etios Liva	14	1.1%
Swift	14	1.1%
Other values (253)	1090	85.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mercedes-benz	57	3.4%
etios	30	1.8%
range	27	1.6%
nexon	27	1.6%
grand	26	1.5%
compass	23	1.4%
kuv100	22	1.3%
nxt	22	1.3%
i10	22	1.3%
xuv500	21	1.2%
Other values (279)	1404	83.5%

Most occurring characters

Value	Count	Frequency (%)
e	897	9.3%
r	695	7.2%
o	671	6.9%
a	656	6.8%
s	519	5.4%
i	460	4.8%
t	459	4.8%
n	450	4.7%
	405	4.2%
l	302	3.1%
Other values (57)	4144	42.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6778	70.2%
Uppercase Letter	1824	18.9%
Decimal Number	464	4.8%
Space Separator	405	4.2%
Dash Punctuation	174	1.8%
Math Symbol	9	0.1%
Open Punctuation	2	< 0.1%
Close Punctuation	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	897	13.2%
r	695	10.3%
o	671	9.9%
a	656	9.7%
s	519	7.7%
i	460	6.8%
t	459	6.8%
n	450	6.6%
l	302	4.5%
u	241	3.6%
Other values (16)	1428	21.1%

Uppercase Letter

Value	Count	Frequency (%)
C	247	13.5%
S	137	7.5%
A	124	6.8%
E	123	6.7%
B	113	6.2%
G	105	5.8%
X	103	5.6%
M	88	4.8%
P	86	4.7%
V	85	4.7%
Other values (16)	613	33.6%

Decimal Number

Value	Count	Frequency (%)
0	211	45.5%
1	64	13.8%
5	46	9.9%
3	40	8.6%
4	26	5.6%
2	20	4.3%
7	18	3.9%
6	16	3.4%
8	14	3.0%
9	9	1.9%

Space Separator

Value	Count	Frequency (%)
	405	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	174	100.0%

Math Symbol

Value	Count	Frequency (%)
+	9	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8602	89.1%
Common	1056	10.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	897	10.4%
r	695	8.1%
o	671	7.8%
a	656	7.6%
s	519	6.0%
i	460	5.3%
t	459	5.3%
n	450	5.2%
l	302	3.5%
C	247	2.9%
Other values (42)	3246	37.7%

Common

Value	Count	Frequency (%)
	405	38.4%
0	211	20.0%
-	174	16.5%
1	64	6.1%
5	46	4.4%
3	40	3.8%
4	26	2.5%
2	20	1.9%
7	18	1.7%
6	16	1.5%
Other values (5)	36	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9658	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	897	9.3%
r	695	7.2%
o	671	6.9%
a	656	6.8%
s	519	5.4%
i	460	4.8%
t	459	4.8%
n	450	4.7%
	405	4.2%
l	302	3.1%
Other values (57)	4144	42.9%

Variant
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1064
Distinct (%)	83.4%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Lxi	9
Vxi	9
Coupe	8
S	7
Xe Diesel	6
Other values (1059)	1237

Length

Max length	38
Median length	27
Mean length	11.98275862
Min length	1

Characters and Unicode

Total characters	15290
Distinct characters	68
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	934 ?
Unique (%)	73.2%

Sample

1st row	Xt
2nd row	Xe
3rd row	Emax Xm
4th row	Xta
5th row	Xm

Common Values

Value	Count	Frequency (%)
Lxi	9	0.7%
Vxi	9	0.7%
Coupe	8	0.6%
S	7	0.5%
Xe Diesel	6	0.5%
V8	6	0.5%
V	5	0.4%
Zxi	5	0.4%
S Diesel	4	0.3%
Vx	4	0.3%
Other values (1054)	1213	95.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
diesel	112	3.3%
plus	105	3.1%
petrol	94	2.7%
at	92	2.7%
o	91	2.7%
1.2	75	2.2%
mt	67	2.0%
s	55	1.6%
1.5	44	1.3%
amt	43	1.3%
Other values (438)	2648	77.3%

Most occurring characters

Value	Count	Frequency (%)
	2150	14.1%
t	981	6.4%
i	895	5.9%
e	873	5.7%
r	592	3.9%
l	543	3.6%
o	492	3.2%
.	422	2.8%
s	418	2.7%
n	368	2.4%
Other values (58)	7556	49.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7784	50.9%
Uppercase Letter	3035	19.8%
Space Separator	2150	14.1%
Decimal Number	1556	10.2%
Other Punctuation	426	2.8%
Open Punctuation	129	0.8%
Close Punctuation	123	0.8%
Dash Punctuation	51	0.3%
Math Symbol	36	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	981	12.6%
i	895	11.5%
e	873	11.2%
r	592	7.6%
l	543	7.0%
o	492	6.3%
s	418	5.4%
n	368	4.7%
d	365	4.7%
a	350	4.5%
Other values (16)	1907	24.5%

Uppercase Letter

Value	Count	Frequency (%)
S	350	11.5%
D	303	10.0%
P	285	9.4%
T	259	8.5%
A	231	7.6%
L	212	7.0%
V	195	6.4%
C	194	6.4%
X	177	5.8%
M	134	4.4%
Other values (15)	695	22.9%

Decimal Number

Value	Count	Frequency (%)
1	358	23.0%
2	283	18.2%
0	245	15.7%
4	167	10.7%
5	165	10.6%
6	93	6.0%
3	93	6.0%
8	89	5.7%
7	49	3.1%
9	14	0.9%

Other Punctuation

Value	Count	Frequency (%)
.	422	99.1%
&	4	0.9%

Space Separator

Value	Count	Frequency (%)
	2150	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	129	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	123	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	51	100.0%

Math Symbol

Value	Count	Frequency (%)
+	36	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10819	70.8%
Common	4471	29.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	981	9.1%
i	895	8.3%
e	873	8.1%
r	592	5.5%
l	543	5.0%
o	492	4.5%
s	418	3.9%
n	368	3.4%
d	365	3.4%
S	350	3.2%
Other values (41)	4942	45.7%

Common

Value	Count	Frequency (%)
	2150	48.1%
.	422	9.4%
1	358	8.0%
2	283	6.3%
0	245	5.5%
4	167	3.7%
5	165	3.7%
(	129	2.9%
)	123	2.8%
6	93	2.1%
Other values (7)	336	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15290	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2150	14.1%
t	981	6.4%
i	895	5.9%
e	873	5.7%
r	592	3.9%
l	543	3.6%
o	492	3.2%
.	422	2.8%
s	418	2.7%
n	368	2.4%
Other values (58)	7556	49.4%

Ex-Showroom_Price
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1179
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4596537.887

Minimum	236447
Maximum	212155397
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	236447
5-th percentile	467686
Q1	743876
median	1060064.5
Q3	2979827.75
95-th percentile	21624349.5
Maximum	212155397
Range	211918950
Interquartile range (IQR)	2235951.75

Descriptive statistics

Standard deviation	12147346.94
Coefficient of variation (CV)	2.642716593
Kurtosis	118.5505817
Mean	4596537.887
Median Absolute Deviation (MAD)	469101
Skewness	8.785168691
Sum	5865182344
Variance	1.475580378 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
999900	14	1.1%
999990	4	0.3%
925000	3	0.2%
989000	3	0.2%
745000	3	0.2%
650000	2	0.2%
3299599	2	0.2%
950000	2	0.2%
536859	2	0.2%
2359599	2	0.2%
Other values (1169)	1239	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
236447	1	0.1%
263000	1	0.1%
272223	1	0.1%
279650	1	0.1%
282778	1	0.1%
283000	1	0.1%
283290	1	0.1%
284485	1	0.1%
292667	1	0.1%
294800	1	0.1%

Value	Count	Frequency (%)
212155397	1	0.1%
192142937	1	0.1%
95000000	1	0.1%
83755383	1	0.1%
77312661	1	0.1%
75400000	1	0.1%
69500000	1	0.1%
59216193	1	0.1%
53247201	1	0.1%
53210327	1	0.1%

Displacement
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	130
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1858.640191

Minimum	72
Maximum	7993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	72
5-th percentile	998
Q1	1198
median	1497
Q3	1998
95-th percentile	3996
Maximum	7993
Range	7921
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	1058.138838
Coefficient of variation (CV)	0.569308058
Kurtosis	7.797705278
Mean	1858.640191
Median Absolute Deviation (MAD)	301
Skewness	2.562423249
Sum	2371624.884
Variance	1119657.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1197	108	8.5%
1498	87	6.8%
1248	62	4.9%
1198	58	4.5%
1497	56	4.4%
998	53	4.2%
2179	46	3.6%
1199	39	3.1%
1461	38	3.0%
1968	29	2.3%
Other values (120)	700	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72	3	0.2%
216	2	0.2%
624	6	0.5%
796	12	0.9%
799	8	0.6%
998	53	4.2%
999	20	1.6%
1047	1	0.1%
1086	8	0.6%
1120	5	0.4%

Value	Count	Frequency (%)
7993	2	0.2%
6752	1	0.1%
6750	1	0.1%
6749	4	0.3%
6598	1	0.1%
6593	1	0.1%
6592	3	0.2%
6498	3	0.2%
6496	1	0.1%
6417	1	0.1%

Cylinders
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	9
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.361285266

Minimum	2
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	4
median	4
Q3	4
95-th percentile	8
Maximum	16
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.619597503
Coefficient of variation (CV)	0.3713578462
Kurtosis	11.80080164
Mean	4.361285266
Median Absolute Deviation (MAD)	0
Skewness	3.082730773
Sum	5565
Variance	2.623096072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	855	67.0%
3	213	16.7%
6	106	8.3%
8	53	4.2%
12	21	1.6%
5	10	0.8%
10	10	0.8%
2	6	0.5%
16	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	6	0.5%
3	213	16.7%
4	855	67.0%
5	10	0.8%
6	106	8.3%
8	53	4.2%
10	10	0.8%
12	21	1.6%
16	2	0.2%

Value	Count	Frequency (%)
16	2	0.2%
12	21	1.6%
10	10	0.8%
8	53	4.2%
6	106	8.3%
5	10	0.8%
4	855	67.0%
3	213	16.7%
2	6	0.5%

Emission_Norm
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

BS IV	890
BS VI	377
BS III	9

Length

Max length	6
Median length	5
Mean length	5.007053292
Min length	5

Characters and Unicode

Total characters	6389
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BS IV
2nd row	BS IV
3rd row	BS IV
4th row	BS IV
5th row	BS IV

Common Values

Value	Count	Frequency (%)
BS IV	890	69.7%
BS VI	377	29.5%
BS III	9	0.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
bs	1276	50.0%
iv	890	34.9%
vi	377	14.8%
iii	9	0.4%

Most occurring characters

Value	Count	Frequency (%)
I	1294	20.3%
B	1276	20.0%
S	1276	20.0%
	1276	20.0%
V	1267	19.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5113	80.0%
Space Separator	1276	20.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1294	25.3%
B	1276	25.0%
S	1276	25.0%
V	1267	24.8%

Space Separator

Value	Count	Frequency (%)
	1276	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5113	80.0%
Common	1276	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1294	25.3%
B	1276	25.0%
S	1276	25.0%
V	1267	24.8%

Common

Value	Count	Frequency (%)
	1276	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6389	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1294	20.3%
B	1276	20.0%
S	1276	20.0%
	1276	20.0%
V	1267	19.8%

Fuel_System
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Injection	1272
PGM - Fi	4

Length

Max length	9
Median length	9
Mean length	8.996865204
Min length	8

Characters and Unicode

Total characters	11480
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Injection
2nd row	Injection
3rd row	Injection
4th row	Injection
5th row	Injection

Common Values

Value	Count	Frequency (%)
Injection	1272	99.7%
PGM - Fi	4	0.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
injection	1272	99.1%
pgm	4	0.3%
	4	0.3%
fi	4	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	2544	22.2%
i	1276	11.1%
I	1272	11.1%
j	1272	11.1%
e	1272	11.1%
c	1272	11.1%
t	1272	11.1%
o	1272	11.1%
	8	0.1%
P	4	< 0.1%
Other values (4)	16	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10180	88.7%
Uppercase Letter	1288	11.2%
Space Separator	8	0.1%
Dash Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	2544	25.0%
i	1276	12.5%
j	1272	12.5%
e	1272	12.5%
c	1272	12.5%
t	1272	12.5%
o	1272	12.5%

Uppercase Letter

Value	Count	Frequency (%)
I	1272	98.8%
P	4	0.3%
G	4	0.3%
M	4	0.3%
F	4	0.3%

Space Separator

Value	Count	Frequency (%)
	8	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11468	99.9%
Common	12	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	2544	22.2%
i	1276	11.1%
I	1272	11.1%
j	1272	11.1%
e	1272	11.1%
c	1272	11.1%
t	1272	11.1%
o	1272	11.1%
P	4	< 0.1%
G	4	< 0.1%
Other values (2)	8	0.1%

Common

Value	Count	Frequency (%)
	8	66.7%
-	4	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	2544	22.2%
i	1276	11.1%
I	1272	11.1%
j	1272	11.1%
e	1272	11.1%
c	1272	11.1%
t	1272	11.1%
o	1272	11.1%
	8	0.1%
P	4	< 0.1%
Other values (4)	16	0.1%

Fuel_Tank_Capacity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	64
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.96681778

Minimum	15
Maximum	105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	15
5-th percentile	35
Q1	41
median	49.30086207
Q3	60
95-th percentile	85
Maximum	105
Range	90
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	16.02009752
Coefficient of variation (CV)	0.3082755152
Kurtosis	0.5327860481
Mean	51.96681778
Median Absolute Deviation (MAD)	9.30086207
Skewness	0.9895273625
Sum	66309.65948
Variance	256.6435246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	125	9.8%
35	124	9.7%
50	94	7.4%
60	91	7.1%
37	79	6.2%
55	73	5.7%
49.30086207	69	5.4%
40	56	4.4%
42	51	4.0%
70	48	3.8%
Other values (54)	466	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	0.1%
24	5	0.4%
27	10	0.8%
28	18	1.4%
32	21	1.6%
35	124	9.7%
36	1	0.1%
37	79	6.2%
40	56	4.4%
41	14	1.1%

Value	Count	Frequency (%)
105	6	0.5%
100	7	0.5%
96	1	0.1%
93.5	4	0.3%
93	7	0.5%
92	2	0.2%
91	2	0.2%
90.5	1	0.1%
90	21	1.6%
89	4	0.3%

Fuel_Type
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Petrol	643
Diesel	582
CNG	16
Hybrid	15
Electric	14

Length

Max length	12
Median length	6
Mean length	6.012539185
Min length	3

Characters and Unicode

Total characters	7672
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Petrol
2nd row	Petrol
3rd row	CNG
4th row	Petrol
5th row	Petrol

Common Values

Value	Count	Frequency (%)
Petrol	643	50.4%
Diesel	582	45.6%
CNG	16	1.3%
Hybrid	15	1.2%
Electric	14	1.1%
CNG + Petrol	6	0.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
petrol	649	50.4%
diesel	582	45.2%
cng	22	1.7%
hybrid	15	1.2%
electric	14	1.1%
	6	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	1827	23.8%
l	1245	16.2%
r	678	8.8%
t	663	8.6%
P	649	8.5%
o	649	8.5%
i	611	8.0%
D	582	7.6%
s	582	7.6%
c	28	0.4%
Other values (10)	158	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6328	82.5%
Uppercase Letter	1326	17.3%
Space Separator	12	0.2%
Math Symbol	6	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1827	28.9%
l	1245	19.7%
r	678	10.7%
t	663	10.5%
o	649	10.3%
i	611	9.7%
s	582	9.2%
c	28	0.4%
y	15	0.2%
b	15	0.2%

Uppercase Letter

Value	Count	Frequency (%)
P	649	48.9%
D	582	43.9%
G	22	1.7%
N	22	1.7%
C	22	1.7%
H	15	1.1%
E	14	1.1%

Space Separator

Value	Count	Frequency (%)
	12	100.0%

Math Symbol

Value	Count	Frequency (%)
+	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7654	99.8%
Common	18	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1827	23.9%
l	1245	16.3%
r	678	8.9%
t	663	8.7%
P	649	8.5%
o	649	8.5%
i	611	8.0%
D	582	7.6%
s	582	7.6%
c	28	0.4%
Other values (8)	140	1.8%

Common

Value	Count	Frequency (%)
	12	66.7%
+	6	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7672	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1827	23.8%
l	1245	16.2%
r	678	8.8%
t	663	8.6%
P	649	8.5%
o	649	8.5%
i	611	8.0%
D	582	7.6%
s	582	7.6%
c	28	0.4%
Other values (10)	158	2.1%

Height
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	211
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1591.03828

Minimum	1.845
Maximum	2670
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	1.845
5-th percentile	1414.75
Q1	1495
median	1557
Q3	1666
95-th percentile	1870
Maximum	2670
Range	2668.155
Interquartile range (IQR)	171

Descriptive statistics

Standard deviation	157.8668681
Coefficient of variation (CV)	0.09922254548
Kurtosis	9.60200882
Mean	1591.03828
Median Absolute Deviation (MAD)	83
Skewness	-0.2407282096
Sum	2030164.845
Variance	24921.94803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1520	50	3.9%
1510	35	2.7%
1640	33	2.6%
1560	29	2.3%
1607	27	2.1%
1525	27	2.1%
1495	24	1.9%
1655	22	1.7%
1475	22	1.7%
1515	21	1.6%
Other values (201)	986	77.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.845	1	0.1%
1136	3	0.2%
1165	9	0.7%
1200	1	0.1%
1203	1	0.1%
1211	1	0.1%
1212	2	0.2%
1213	2	0.2%
1250	1	0.1%
1252	1	0.1%

Value	Count	Frequency (%)
2670	1	0.1%
2075	2	0.2%
2055	4	0.3%
1995	6	0.5%
1977	2	0.2%
1969	1	0.1%
1938	1	0.1%
1930	4	0.3%
1922	4	0.3%
1910	3	0.2%

Length
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	228
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4296.88373

Minimum	4.64
Maximum	6092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	4.64
5-th percentile	3607.5
Q1	3991.75
median	4331
Q3	4620
95-th percentile	5115
Maximum	6092
Range	6087.36
Interquartile range (IQR)	628.25

Descriptive statistics

Standard deviation	476.6129775
Coefficient of variation (CV)	0.110920613
Kurtosis	4.644522361
Mean	4296.88373
Median Absolute Deviation (MAD)	336
Skewness	-0.3364237545
Sum	5482823.64
Variance	227159.9303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3995	174	13.6%
4440	36	2.8%
4585	29	2.3%
3700	29	2.3%
3994	27	2.1%
4395	27	2.1%
4315	25	2.0%
3600	20	1.6%
4413	18	1.4%
4270	18	1.4%
Other values (218)	873	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.64	1	0.1%
2752	2	0.2%
3164	6	0.5%
3370	2	0.2%
3390	2	0.2%
3395	1	0.1%
3429	6	0.5%
3430	1	0.1%
3445	8	0.6%
3545	5	0.4%

Value	Count	Frequency (%)
6092	1	0.1%
5842	2	0.2%
5612	1	0.1%
5575	1	0.1%
5569	1	0.1%
5458	1	0.1%
5453	1	0.1%
5399	1	0.1%
5370	1	0.1%
5341	1	0.1%

Width
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	183
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1788.392326

Minimum	1.845
Maximum	2226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	1.845
5-th percentile	1579.75
Q1	1698
median	1771.730286
Q3	1850.5
95-th percentile	2091
Maximum	2226
Range	2224.155
Interquartile range (IQR)	152.5

Descriptive statistics

Standard deviation	150.229215
Coefficient of variation (CV)	0.0840023818
Kurtosis	16.29276096
Mean	1788.392326
Median Absolute Deviation (MAD)	76.730286
Skewness	-0.6533569595
Sum	2281988.608
Variance	22568.81704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1695	76	6.0%
1735	70	5.5%
1730	36	2.8%
1811	30	2.4%
1745	29	2.3%
1699	28	2.2%
1660	28	2.2%
1850	25	2.0%
1890	24	1.9%
1818	23	1.8%
Other values (173)	907	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.845	1	0.1%
1312	2	0.2%
1410	2	0.2%
1459	1	0.1%
1475	6	0.5%
1490	15	1.2%
1520	10	0.8%
1540	2	0.2%
1560	6	0.5%
1570	6	0.5%

Value	Count	Frequency (%)
2226	1	0.1%
2220	14	1.1%
2218	3	0.2%
2208	1	0.1%
2207	2	0.2%
2200	8	0.6%
2194	2	0.2%
2181	1	0.1%
2175	2	0.2%
2169	4	0.3%

Body_Type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	17
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

SUV	453
Sedan	333
Hatchback	316
Coupe	41
MPV	39
Other values (12)	94

Length

Max length	19
Median length	18
Mean length	5.405172414
Min length	3

Characters and Unicode

Total characters	6897
Distinct characters	27
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	Hatchback
2nd row	Hatchback
3rd row	Hatchback
4th row	Hatchback
5th row	Hatchback

Common Values

Value	Count	Frequency (%)
SUV	453	35.5%
Sedan	333	26.1%
Hatchback	316	24.8%
Coupe	41	3.2%
MPV	39	3.1%
MUV	39	3.1%
Convertible	20	1.6%
Crossover	18	1.4%
Pick-up	3	0.2%
Sports	3	0.2%
Other values (7)	11	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
suv	457	35.5%
sedan	336	26.1%
hatchback	317	24.6%
coupe	44	3.4%
mpv	39	3.0%
muv	39	3.0%
convertible	23	1.8%
crossover	23	1.8%
sports	6	0.5%
pick-up	3	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	970	14.1%
S	799	11.6%
c	637	9.2%
V	535	7.8%
U	496	7.2%
e	449	6.5%
n	359	5.2%
t	346	5.0%
b	340	4.9%
d	336	4.9%
Other values (17)	1630	23.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4515	65.5%
Uppercase Letter	2357	34.2%
Other Punctuation	11	0.2%
Space Separator	11	0.2%
Dash Punctuation	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	970	21.5%
c	637	14.1%
e	449	9.9%
n	359	8.0%
t	346	7.7%
b	340	7.5%
d	336	7.4%
k	320	7.1%
h	317	7.0%
o	119	2.6%
Other values (7)	322	7.1%

Uppercase Letter

Value	Count	Frequency (%)
S	799	33.9%
V	535	22.7%
U	496	21.0%
H	317	13.4%
C	90	3.8%
M	78	3.3%
P	42	1.8%

Other Punctuation

Value	Count	Frequency (%)
,	11	100.0%

Space Separator

Value	Count	Frequency (%)
	11	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6872	99.6%
Common	25	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	970	14.1%
S	799	11.6%
c	637	9.3%
V	535	7.8%
U	496	7.2%
e	449	6.5%
n	359	5.2%
t	346	5.0%
b	340	4.9%
d	336	4.9%
Other values (14)	1605	23.4%

Common

Value	Count	Frequency (%)
,	11	44.0%
	11	44.0%
-	3	12.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6897	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	970	14.1%
S	799	11.6%
c	637	9.2%
V	535	7.8%
U	496	7.2%
e	449	6.5%
n	359	5.2%
t	346	5.0%
b	340	4.9%
d	336	4.9%
Other values (17)	1630	23.6%

ARAI_Certified_Mileage
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	281
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.90211704

Minimum	3.4
Maximum	1449
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	3.4
5-th percentile	10.0075
Q1	16
median	19.01
Q3	21.04
95-th percentile	25.32
Maximum	1449
Range	1445.6
Interquartile range (IQR)	5.04

Descriptive statistics

Standard deviation	40.87928398
Coefficient of variation (CV)	2.054016861
Kurtosis	1174.22243
Mean	19.90211704
Median Absolute Deviation (MAD)	2.67
Skewness	33.64370862
Sum	25395.10134
Variance	1671.115859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.90211704	114	8.9%
23	27	2.1%
16	24	1.9%
17.1	24	1.9%
17.6	23	1.8%
23.1	20	1.6%
20	19	1.5%
15.4	18	1.4%
20.4	17	1.3%
23.59	15	1.2%
Other values (271)	975	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.4	1	0.1%
4	2	0.2%
5	2	0.2%
5.5	5	0.4%
5.95	2	0.2%
6.71	1	0.1%
7.29	1	0.1%
7.4	2	0.2%
7.6	2	0.2%
7.8	8	0.6%

Value	Count	Frequency (%)
1449	1	0.1%
142	4	0.3%
35	1	0.1%
28.4	8	0.6%
28.09	4	0.3%
27.4	8	0.6%
27.39	4	0.3%
27.3	3	0.2%
27.28	1	0.1%
26.82	1	0.1%

Gears
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

5	719
6	233
8	139
7	137
9	30
Other values (3)	18

Length

Max length	27
Median length	1
Mean length	1.029780564
Min length	1

Characters and Unicode

Total characters	1314
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.2%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	5
5th row	4

Common Values

Value	Count	Frequency (%)
5	719	56.3%
6	233	18.3%
8	139	10.9%
7	137	10.7%
9	30	2.4%
4	16	1.3%
Single Speed Reduction Gear	1	0.1%
7 Dual Clutch	1	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
5	719	56.1%
6	233	18.2%
8	139	10.9%
7	138	10.8%
9	30	2.3%
4	16	1.2%
single	1	0.1%
speed	1	0.1%
reduction	1	0.1%
gear	1	0.1%
Other values (2)	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
5	719	54.7%
6	233	17.7%
8	139	10.6%
7	138	10.5%
9	30	2.3%
4	16	1.2%
e	5	0.4%
	5	0.4%
u	3	0.2%
l	3	0.2%
Other values (16)	23	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1275	97.0%
Lowercase Letter	28	2.1%
Uppercase Letter	6	0.5%
Space Separator	5	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5	17.9%
u	3	10.7%
l	3	10.7%
a	2	7.1%
n	2	7.1%
i	2	7.1%
d	2	7.1%
c	2	7.1%
t	2	7.1%
r	1	3.6%
Other values (4)	4	14.3%

Decimal Number

Value	Count	Frequency (%)
5	719	56.4%
6	233	18.3%
8	139	10.9%
7	138	10.8%
9	30	2.4%
4	16	1.3%

Uppercase Letter

Value	Count	Frequency (%)
S	2	33.3%
C	1	16.7%
D	1	16.7%
G	1	16.7%
R	1	16.7%

Space Separator

Value	Count	Frequency (%)
	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1280	97.4%
Latin	34	2.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5	14.7%
u	3	8.8%
l	3	8.8%
a	2	5.9%
n	2	5.9%
i	2	5.9%
d	2	5.9%
S	2	5.9%
c	2	5.9%
t	2	5.9%
Other values (9)	9	26.5%

Common

Value	Count	Frequency (%)
5	719	56.2%
6	233	18.2%
8	139	10.9%
7	138	10.8%
9	30	2.3%
4	16	1.2%
	5	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	719	54.7%
6	233	17.7%
8	139	10.6%
7	138	10.5%
9	30	2.3%
4	16	1.2%
e	5	0.4%
	5	0.4%
u	3	0.2%
l	3	0.2%
Other values (16)	23	1.8%

Ground_Clearance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	73
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.3001567

Minimum	100
Maximum	498
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	100
5-th percentile	151.5
Q1	165
median	165
Q3	188
95-th percentile	210
Maximum	498
Range	398
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	29.75226523
Coefficient of variation (CV)	0.1687591536
Kurtosis	34.95202467
Mean	176.3001567
Median Absolute Deviation (MAD)	5
Skewness	3.987870048
Sum	224959
Variance	885.1972862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
165	432	33.9%
170	138	10.8%
200	75	5.9%
180	65	5.1%
190	56	4.4%
163	54	4.2%
205	34	2.7%
160	29	2.3%
210	28	2.2%
209	25	2.0%
Other values (63)	340	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100	9	0.7%
108	1	0.1%
109	2	0.2%
110	3	0.2%
112	1	0.1%
113	4	0.3%
119	1	0.1%
121	1	0.1%
122	1	0.1%
124	1	0.1%

Value	Count	Frequency (%)
498	3	0.2%
307	5	0.4%
295.5	14	1.1%
295	2	0.2%
241	1	0.1%
238	1	0.1%
235	1	0.1%
227	1	0.1%
225	5	0.4%
220	5	0.4%

Power_Steering
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Electric Power	924
Electro-Hydraulic	137
Yes	85
Hydraulic Power	72
No	57

Length

Max length	31
Median length	14
Mean length	13.12304075
Min length	2

Characters and Unicode

Total characters	16745
Distinct characters	21
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Electric Power
2nd row	No
3rd row	Electric Power
4th row	Electric Power
5th row	Electric Power

Common Values

Value	Count	Frequency (%)
Electric Power	924	72.4%
Electro-Hydraulic	137	10.7%
Yes	85	6.7%
Hydraulic Power	72	5.6%
No	57	4.5%
Electric Power, Hydraulic Power	1	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
power	998	43.9%
electric	925	40.7%
electro-hydraulic	137	6.0%
yes	85	3.7%
hydraulic	73	3.2%
no	57	2.5%

Most occurring characters

Value	Count	Frequency (%)
r	2270	13.6%
c	2197	13.1%
e	2145	12.8%
l	1272	7.6%
o	1192	7.1%
i	1135	6.8%
E	1062	6.3%
t	1062	6.3%
	999	6.0%
w	998	6.0%
Other values (11)	2413	14.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13196	78.8%
Uppercase Letter	2412	14.4%
Space Separator	999	6.0%
Dash Punctuation	137	0.8%
Other Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	2270	17.2%
c	2197	16.6%
e	2145	16.3%
l	1272	9.6%
o	1192	9.0%
i	1135	8.6%
t	1062	8.0%
w	998	7.6%
y	210	1.6%
d	210	1.6%
Other values (3)	505	3.8%

Uppercase Letter

Value	Count	Frequency (%)
E	1062	44.0%
P	998	41.4%
H	210	8.7%
Y	85	3.5%
N	57	2.4%

Space Separator

Value	Count	Frequency (%)
	999	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	137	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15608	93.2%
Common	1137	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	2270	14.5%
c	2197	14.1%
e	2145	13.7%
l	1272	8.1%
o	1192	7.6%
i	1135	7.3%
E	1062	6.8%
t	1062	6.8%
w	998	6.4%
P	998	6.4%
Other values (8)	1277	8.2%

Common

Value	Count	Frequency (%)
	999	87.9%
-	137	12.0%
,	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16745	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	2270	13.6%
c	2197	13.1%
e	2145	12.8%
l	1272	7.6%
o	1192	7.1%
i	1135	6.8%
E	1062	6.3%
t	1062	6.3%
	999	6.0%
w	998	6.0%
Other values (11)	2413	14.4%

Power_Windows
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

All Windows	1035
Only Front Windows	144
No	97

Length

Max length	18
Median length	11
Mean length	11.10579937
Min length	2

Characters and Unicode

Total characters	14171
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Only Front Windows
2nd row	No
3rd row	No
4th row	Only Front Windows
5th row	No

Common Values

Value	Count	Frequency (%)
All Windows	1035	81.1%
Only Front Windows	144	11.3%
No	97	7.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
windows	1179	45.4%
all	1035	39.8%
only	144	5.5%
front	144	5.5%
no	97	3.7%

Most occurring characters

Value	Count	Frequency (%)
l	2214	15.6%
n	1467	10.4%
o	1420	10.0%
	1323	9.3%
W	1179	8.3%
i	1179	8.3%
d	1179	8.3%
w	1179	8.3%
s	1179	8.3%
A	1035	7.3%
Other values (6)	817	5.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10249	72.3%
Uppercase Letter	2599	18.3%
Space Separator	1323	9.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	2214	21.6%
n	1467	14.3%
o	1420	13.9%
i	1179	11.5%
d	1179	11.5%
w	1179	11.5%
s	1179	11.5%
y	144	1.4%
r	144	1.4%
t	144	1.4%

Uppercase Letter

Value	Count	Frequency (%)
W	1179	45.4%
A	1035	39.8%
O	144	5.5%
F	144	5.5%
N	97	3.7%

Space Separator

Value	Count	Frequency (%)
	1323	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12848	90.7%
Common	1323	9.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	2214	17.2%
n	1467	11.4%
o	1420	11.1%
W	1179	9.2%
i	1179	9.2%
d	1179	9.2%
w	1179	9.2%
s	1179	9.2%
A	1035	8.1%
O	144	1.1%
Other values (5)	673	5.2%

Common

Value	Count	Frequency (%)
	1323	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14171	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	2214	15.6%
n	1467	10.4%
o	1420	10.0%
	1323	9.3%
W	1179	8.3%
i	1179	8.3%
d	1179	8.3%
w	1179	8.3%
s	1179	8.3%
A	1035	7.3%
Other values (6)	817	5.8%

Power_Seats
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

No	893
Yes	209
Yes, with memory	108
Power seats	66

Length

Max length	16
Median length	2
Mean length	3.814263323
Min length	2

Characters and Unicode

Total characters	4867
Distinct characters	16
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	893	70.0%
Yes	209	16.4%
Yes, with memory	108	8.5%
Power seats	66	5.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
no	893	57.3%
yes	317	20.3%
with	108	6.9%
memory	108	6.9%
power	66	4.2%
seats	66	4.2%

Most occurring characters

Value	Count	Frequency (%)
o	1067	21.9%
N	893	18.3%
e	557	11.4%
s	449	9.2%
Y	317	6.5%
	282	5.8%
m	216	4.4%
w	174	3.6%
t	174	3.6%
r	174	3.6%
Other values (6)	564	11.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3201	65.8%
Uppercase Letter	1276	26.2%
Space Separator	282	5.8%
Other Punctuation	108	2.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	1067	33.3%
e	557	17.4%
s	449	14.0%
m	216	6.7%
w	174	5.4%
t	174	5.4%
r	174	5.4%
i	108	3.4%
h	108	3.4%
y	108	3.4%

Uppercase Letter

Value	Count	Frequency (%)
N	893	70.0%
Y	317	24.8%
P	66	5.2%

Space Separator

Value	Count	Frequency (%)
	282	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	108	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4477	92.0%
Common	390	8.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	1067	23.8%
N	893	19.9%
e	557	12.4%
s	449	10.0%
Y	317	7.1%
m	216	4.8%
w	174	3.9%
t	174	3.9%
r	174	3.9%
i	108	2.4%
Other values (4)	348	7.8%

Common

Value	Count	Frequency (%)
	282	72.3%
,	108	27.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4867	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	1067	21.9%
N	893	18.3%
e	557	11.4%
s	449	9.2%
Y	317	6.5%
	282	5.8%
m	216	4.4%
w	174	3.6%
t	174	3.6%
r	174	3.6%
Other values (6)	564	11.6%

Keyless_Entry
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Smart Key	456
Remote	421
No	274
Yes	103
Remote, Smart Key	21

Length

Max length	17
Median length	9
Mean length	6.160658307
Min length	2

Characters and Unicode

Total characters	7861
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Remote
2nd row	No
3rd row	No
4th row	Remote
5th row	No

Common Values

Value	Count	Frequency (%)
Smart Key	456	35.7%
Remote	421	33.0%
No	274	21.5%
Yes	103	8.1%
Remote, Smart Key	21	1.6%
Smart Key, Remote	1	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
smart	478	26.9%
key	478	26.9%
remote	443	24.9%
no	274	15.4%
yes	103	5.8%

Most occurring characters

Value	Count	Frequency (%)
e	1467	18.7%
m	921	11.7%
t	921	11.7%
o	717	9.1%
	500	6.4%
S	478	6.1%
a	478	6.1%
r	478	6.1%
K	478	6.1%
y	478	6.1%
Other values (5)	945	12.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5563	70.8%
Uppercase Letter	1776	22.6%
Space Separator	500	6.4%
Other Punctuation	22	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1467	26.4%
m	921	16.6%
t	921	16.6%
o	717	12.9%
a	478	8.6%
r	478	8.6%
y	478	8.6%
s	103	1.9%

Uppercase Letter

Value	Count	Frequency (%)
S	478	26.9%
K	478	26.9%
R	443	24.9%
N	274	15.4%
Y	103	5.8%

Space Separator

Value	Count	Frequency (%)
	500	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7339	93.4%
Common	522	6.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1467	20.0%
m	921	12.5%
t	921	12.5%
o	717	9.8%
S	478	6.5%
a	478	6.5%
r	478	6.5%
K	478	6.5%
y	478	6.5%
R	443	6.0%
Other values (3)	480	6.5%

Common

Value	Count	Frequency (%)
	500	95.8%
,	22	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7861	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1467	18.7%
m	921	11.7%
t	921	11.7%
o	717	9.1%
	500	6.4%
S	478	6.1%
a	478	6.1%
r	478	6.1%
K	478	6.1%
y	478	6.1%
Other values (5)	945	12.0%

Power
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	240
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158.0108509

Minimum	47
Maximum	789
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	47
5-th percentile	67.048
Q1	82.824
median	108.46
Q3	174.522
95-th percentile	468.334
Maximum	789
Range	742
Interquartile range (IQR)	91.698

Descriptive statistics

Standard deviation	126.4895767
Coefficient of variation (CV)	0.8005119647
Kurtosis	5.068776594
Mean	158.0108509
Median Absolute Deviation (MAD)	33.524
Skewness	2.290763337
Sum	201621.8457
Variance	15999.613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.048	76	6.0%
88.74	66	5.2%
98.6	57	4.5%
108.46	55	4.3%
81.838	52	4.1%
73.95	38	3.0%
138.04	24	1.9%
84.796	23	1.8%
152.83	22	1.7%
103.53	22	1.7%
Other values (230)	841	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	2	0.2%
48	8	0.6%
53.244	8	0.6%
58.174	4	0.3%
59	1	0.1%
61.132	2	0.2%
62.118	6	0.5%
63.0054	1	0.1%
63.104	5	0.4%
64.09	5	0.4%

Value	Count	Frequency (%)
789	1	0.1%
729.64	1	0.1%
690.2	2	0.2%
671.446	1	0.1%
660.62	2	0.2%
659.739	1	0.1%
659.634	1	0.1%
640.9	1	0.1%
631	2	0.2%
630.054	2	0.2%

Seating_Capacity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.268808777

Minimum	2
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
median	5
Q3	5
95-th percentile	7
Maximum	16
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.142682976
Coefficient of variation (CV)	0.2168769117
Kurtosis	8.168934939
Mean	5.268808777
Median Absolute Deviation (MAD)	0
Skewness	1.055978334
Sum	6723
Variance	1.305724384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	921	72.2%
7	183	14.3%
4	70	5.5%
2	39	3.1%
6	26	2.0%
9	19	1.5%
8	17	1.3%
16	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	39	3.1%
4	70	5.5%
5	921	72.2%
6	26	2.0%
7	183	14.3%
8	17	1.3%
9	19	1.5%
16	1	0.1%

Value	Count	Frequency (%)
16	1	0.1%
9	19	1.5%
8	17	1.3%
7	183	14.3%
6	26	2.0%
5	921	72.2%
4	70	5.5%
2	39	3.1%

Seats_Material
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Fabric	752
Leather	511
Vinyl	9
Polyurethene	4

Length

Max length	12
Median length	6
Mean length	6.412225705
Min length	5

Characters and Unicode

Total characters	8182
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fabric
2nd row	Fabric
3rd row	Fabric
4th row	Fabric
5th row	Fabric

Common Values

Value	Count	Frequency (%)
Fabric	752	58.9%
Leather	511	40.0%
Vinyl	9	0.7%
Polyurethene	4	0.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
fabric	752	58.9%
leather	511	40.0%
vinyl	9	0.7%
polyurethene	4	0.3%

Most occurring characters

Value	Count	Frequency (%)
r	1267	15.5%
a	1263	15.4%
e	1034	12.6%
i	761	9.3%
F	752	9.2%
b	752	9.2%
c	752	9.2%
h	515	6.3%
t	515	6.3%
L	511	6.2%
Other values (7)	60	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6906	84.4%
Uppercase Letter	1276	15.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	1267	18.3%
a	1263	18.3%
e	1034	15.0%
i	761	11.0%
b	752	10.9%
c	752	10.9%
h	515	7.5%
t	515	7.5%
n	13	0.2%
y	13	0.2%
Other values (3)	21	0.3%

Uppercase Letter

Value	Count	Frequency (%)
F	752	58.9%
L	511	40.0%
V	9	0.7%
P	4	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8182	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	1267	15.5%
a	1263	15.4%
e	1034	12.6%
i	761	9.3%
F	752	9.2%
b	752	9.2%
c	752	9.2%
h	515	6.3%
t	515	6.3%
L	511	6.2%
Other values (7)	60	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8182	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	1267	15.5%
a	1263	15.4%
e	1034	12.6%
i	761	9.3%
F	752	9.2%
b	752	9.2%
c	752	9.2%
h	515	6.3%
t	515	6.3%
L	511	6.2%
Other values (7)	60	0.7%

Type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Manual	726
Automatic	522
AMT	18
DCT	7
CVT	3

Length

Max length	9
Median length	6
Mean length	7.161442006
Min length	3

Characters and Unicode

Total characters	9138
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Manual
2nd row	Manual
3rd row	Manual
4th row	Automatic
5th row	Manual

Common Values

Value	Count	Frequency (%)
Manual	726	56.9%
Automatic	522	40.9%
AMT	18	1.4%
DCT	7	0.5%
CVT	3	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
manual	726	56.9%
automatic	522	40.9%
amt	18	1.4%
dct	7	0.5%
cvt	3	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	1974	21.6%
u	1248	13.7%
t	1044	11.4%
M	744	8.1%
n	726	7.9%
l	726	7.9%
A	540	5.9%
o	522	5.7%
m	522	5.7%
i	522	5.7%
Other values (5)	570	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7806	85.4%
Uppercase Letter	1332	14.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1974	25.3%
u	1248	16.0%
t	1044	13.4%
n	726	9.3%
l	726	9.3%
o	522	6.7%
m	522	6.7%
i	522	6.7%
c	522	6.7%

Uppercase Letter

Value	Count	Frequency (%)
M	744	55.9%
A	540	40.5%
T	28	2.1%
C	10	0.8%
D	7	0.5%
V	3	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9138	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1974	21.6%
u	1248	13.7%
t	1044	11.4%
M	744	8.1%
n	726	7.9%
l	726	7.9%
A	540	5.9%
o	522	5.7%
m	522	5.7%
i	522	5.7%
Other values (5)	570	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9138	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1974	21.6%
u	1248	13.7%
t	1044	11.4%
M	744	8.1%
n	726	7.9%
l	726	7.9%
A	540	5.9%
o	522	5.7%
m	522	5.7%
i	522	5.7%
Other values (5)	570	6.2%

Audiosystem
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

CD Player with USB & Aux-in	484
CD/MP3/DVD Player with USB & Aux-in	371
No	213
DVD Player with USB & Aux-in	101
USB & Aux-in	84
Other values (3)	23

Length

Max length	35
Median length	28
Mean length	24.01253918
Min length	2

Characters and Unicode

Total characters	30640
Distinct characters	29
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	CD Player with USB & Aux-in
2nd row	No
3rd row	No
4th row	CD Player with USB & Aux-in
5th row	No

Common Values

Value	Count	Frequency (%)
CD Player with USB & Aux-in	484	37.9%
CD/MP3/DVD Player with USB & Aux-in	371	29.1%
No	213	16.7%
DVD Player with USB & Aux-in	101	7.9%
USB & Aux-in	84	6.6%
CD/MP3 Player	20	1.6%
CD Player with Aux-in	2	0.2%
CD Player with USB Only	1	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
aux-in	1042	16.7%
usb	1041	16.6%
	1040	16.6%
player	979	15.7%
with	959	15.3%
cd	487	7.8%
cd/mp3/dvd	371	5.9%
no	213	3.4%
dvd	101	1.6%
cd/mp3	20	0.3%

Most occurring characters

Value	Count	Frequency (%)
	4978	16.2%
i	2001	6.5%
D	1822	5.9%
P	1370	4.5%
n	1043	3.4%
x	1042	3.4%
u	1042	3.4%
A	1042	3.4%
-	1042	3.4%
U	1041	3.4%
Other values (19)	14217	46.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13115	42.8%
Uppercase Letter	9312	30.4%
Space Separator	4978	16.2%
Other Punctuation	1802	5.9%
Dash Punctuation	1042	3.4%
Decimal Number	391	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	2001	15.3%
n	1043	8.0%
x	1042	7.9%
u	1042	7.9%
y	980	7.5%
l	980	7.5%
r	979	7.5%
e	979	7.5%
a	979	7.5%
w	959	7.3%
Other values (3)	2131	16.2%

Uppercase Letter

Value	Count	Frequency (%)
D	1822	19.6%
P	1370	14.7%
A	1042	11.2%
U	1041	11.2%
B	1041	11.2%
S	1041	11.2%
C	878	9.4%
V	472	5.1%
M	391	4.2%
N	213	2.3%

Other Punctuation

Value	Count	Frequency (%)
&	1040	57.7%
/	762	42.3%

Space Separator

Value	Count	Frequency (%)
	4978	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1042	100.0%

Decimal Number

Value	Count	Frequency (%)
3	391	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22427	73.2%
Common	8213	26.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	2001	8.9%
D	1822	8.1%
P	1370	6.1%
n	1043	4.7%
x	1042	4.6%
u	1042	4.6%
A	1042	4.6%
U	1041	4.6%
B	1041	4.6%
S	1041	4.6%
Other values (14)	9942	44.3%

Common

Value	Count	Frequency (%)
	4978	60.6%
-	1042	12.7%
&	1040	12.7%
/	762	9.3%
3	391	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30640	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	4978	16.2%
i	2001	6.5%
D	1822	5.9%
P	1370	4.5%
n	1043	3.4%
x	1042	3.4%
u	1042	3.4%
A	1042	3.4%
-	1042	3.4%
U	1041	3.4%
Other values (19)	14217	46.4%

Bluetooth
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	984
False	292

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	984	77.1%
False	292	22.9%

Boot_Space
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	139
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	390.3198637

Minimum	20
Maximum	1761
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	20
5-th percentile	205.375
Q1	295
median	390.3198637
Q3	460
95-th percentile	592
Maximum	1761
Range	1741
Interquartile range (IQR)	165

Descriptive statistics

Standard deviation	160.3343007
Coefficient of variation (CV)	0.4107766876
Kurtosis	19.30038475
Mean	390.3198637
Median Absolute Deviation (MAD)	74.6801363
Skewness	2.826975981
Sum	498048.1461
Variance	25707.08798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
390.3198637	249	19.5%
350	44	3.4%
475	35	2.7%
460	31	2.4%
510	30	2.4%
251	28	2.2%
420	24	1.9%
243	22	1.7%
256	22	1.7%
400	21	1.6%
Other values (129)	770	60.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	2	0.2%
54	1	0.1%
70	8	0.6%
94	2	0.2%
96	19	1.5%
110	7	0.5%
128	7	0.5%
132	2	0.2%
133	1	0.1%
135	2	0.2%

Value	Count	Frequency (%)
1761	2	0.2%
1702	2	0.2%
1400	3	0.2%
1050	1	0.1%
1025	4	0.3%
981	4	0.3%
909	6	0.5%
825	2	0.2%
770	1	0.1%
759	1	0.1%

Central_Locking
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1127
False	149

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1127	88.3%
False	149	11.7%

Child_Safety_Locks
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1201
False	75

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1201	94.1%
False	75	5.9%

Distance_to_Empty
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1033
False	243

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1033	81.0%
False	243	19.0%

Handbrake
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Manual	970
Automatic	306

Length

Max length	9
Median length	6
Mean length	6.719435737
Min length	6

Characters and Unicode

Total characters	8574
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Manual
2nd row	Manual
3rd row	Manual
4th row	Manual
5th row	Manual

Common Values

Value	Count	Frequency (%)
Manual	970	76.0%
Automatic	306	24.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
manual	970	76.0%
automatic	306	24.0%

Most occurring characters

Value	Count	Frequency (%)
a	2246	26.2%
u	1276	14.9%
M	970	11.3%
n	970	11.3%
l	970	11.3%
t	612	7.1%
A	306	3.6%
o	306	3.6%
m	306	3.6%
i	306	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7298	85.1%
Uppercase Letter	1276	14.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2246	30.8%
u	1276	17.5%
n	970	13.3%
l	970	13.3%
t	612	8.4%
o	306	4.2%
m	306	4.2%
i	306	4.2%
c	306	4.2%

Uppercase Letter

Value	Count	Frequency (%)
M	970	76.0%
A	306	24.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8574	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2246	26.2%
u	1276	14.9%
M	970	11.3%
n	970	11.3%
l	970	11.3%
t	612	7.1%
A	306	3.6%
o	306	3.6%
m	306	3.6%
i	306	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2246	26.2%
u	1276	14.9%
M	970	11.3%
n	970	11.3%
l	970	11.3%
t	612	7.1%
A	306	3.6%
o	306	3.6%
m	306	3.6%
i	306	3.6%

Instrument_Console
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Analog + Digital	1032
Analog	168
Digital	76

Length

Max length	16
Median length	16
Mean length	14.14733542
Min length	6

Characters and Unicode

Total characters	18052
Distinct characters	11
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Analog + Digital
2nd row	Analog + Digital
3rd row	Analog + Digital
4th row	Analog + Digital
5th row	Analog + Digital

Common Values

Value	Count	Frequency (%)
Analog + Digital	1032	80.9%
Analog	168	13.2%
Digital	76	6.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
analog	1200	35.9%
digital	1108	33.2%
	1032	30.9%

Most occurring characters

Value	Count	Frequency (%)
a	2308	12.8%
l	2308	12.8%
g	2308	12.8%
i	2216	12.3%
	2064	11.4%
A	1200	6.6%
n	1200	6.6%
o	1200	6.6%
D	1108	6.1%
t	1108	6.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12648	70.1%
Uppercase Letter	2308	12.8%
Space Separator	2064	11.4%
Math Symbol	1032	5.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2308	18.2%
l	2308	18.2%
g	2308	18.2%
i	2216	17.5%
n	1200	9.5%
o	1200	9.5%
t	1108	8.8%

Uppercase Letter

Value	Count	Frequency (%)
A	1200	52.0%
D	1108	48.0%

Space Separator

Value	Count	Frequency (%)
	2064	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1032	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14956	82.8%
Common	3096	17.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2308	15.4%
l	2308	15.4%
g	2308	15.4%
i	2216	14.8%
A	1200	8.0%
n	1200	8.0%
o	1200	8.0%
D	1108	7.4%
t	1108	7.4%

Common

Value	Count	Frequency (%)
	2064	66.7%
+	1032	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18052	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2308	12.8%
l	2308	12.8%
g	2308	12.8%
i	2216	12.3%
	2064	11.4%
A	1200	6.6%
n	1200	6.6%
o	1200	6.6%
D	1108	6.1%
t	1108	6.1%

Ventilation_System
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	16
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Fully automatic climate control	487
Manual Air conditioning with cooling and heating	447
2 Zone Climate Control	148
4 Zone climate control	59
3 Zone climate control	35
Other values (11)	100

Length

Max length	81
Median length	56
Mean length	34.82915361
Min length	2

Characters and Unicode

Total characters	44442
Distinct characters	30
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Manual Air conditioning with cooling and heating
2nd row	No
3rd row	Air Conditioning with cooling only
4th row	Manual Air conditioning with cooling and heating
5th row	Air Conditioning with cooling only

Common Values

Value	Count	Frequency (%)
Fully automatic climate control	487	38.2%
Manual Air conditioning with cooling and heating	447	35.0%
2 Zone Climate Control	148	11.6%
4 Zone climate control	59	4.6%
3 Zone climate control	35	2.7%
No	35	2.7%
Air Conditioning with cooling only	22	1.7%
Fully automatic climate control, 2 Zone Climate Control	10	0.8%
Yes	8	0.6%
Heater, Manual Air conditioning with cooling and heating	6	0.5%
Other values (6)	19	1.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
climate	773	12.0%
control	773	12.0%
fully	512	7.9%
automatic	512	7.9%
air	477	7.4%
conditioning	477	7.4%
with	477	7.4%
cooling	477	7.4%
heating	455	7.1%
and	455	7.1%
Other values (9)	1056	16.4%

Most occurring characters

Value	Count	Frequency (%)
	5168	11.6%
i	4602	10.4%
n	4329	9.7%
o	4284	9.6%
t	3993	9.0%
a	3631	8.2%
l	3524	7.9%
c	2672	6.0%
e	1525	3.4%
u	1479	3.3%
Other values (20)	9235	20.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	36880	83.0%
Space Separator	5168	11.6%
Uppercase Letter	2102	4.7%
Decimal Number	261	0.6%
Other Punctuation	31	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	4602	12.5%
n	4329	11.7%
o	4284	11.6%
t	3993	10.8%
a	3631	9.8%
l	3524	9.6%
c	2672	7.2%
e	1525	4.1%
u	1479	4.0%
g	1409	3.8%
Other values (7)	5432	14.7%

Uppercase Letter

Value	Count	Frequency (%)
F	512	24.4%
A	477	22.7%
M	455	21.6%
C	340	16.2%
Z	261	12.4%
N	35	1.7%
H	14	0.7%
Y	8	0.4%

Decimal Number

Value	Count	Frequency (%)
2	159	60.9%
4	65	24.9%
3	37	14.2%

Space Separator

Value	Count	Frequency (%)
	5168	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	31	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38982	87.7%
Common	5460	12.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	4602	11.8%
n	4329	11.1%
o	4284	11.0%
t	3993	10.2%
a	3631	9.3%
l	3524	9.0%
c	2672	6.9%
e	1525	3.9%
u	1479	3.8%
g	1409	3.6%
Other values (15)	7534	19.3%

Common

Value	Count	Frequency (%)
	5168	94.7%
2	159	2.9%
4	65	1.2%
3	37	0.7%
,	31	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	5168	11.6%
i	4602	10.4%
n	4329	9.7%
o	4284	9.6%
t	3993	9.0%
a	3631	8.2%
l	3524	7.9%
c	2672	6.0%
e	1525	3.4%
u	1479	3.3%
Other values (20)	9235	20.8%

Engine_Immobilizer
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1216
False	60

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1216	95.3%
False	60	4.7%

ABS_(Anti-lock_Braking_System)
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1144
False	132

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1144	89.7%
False	132	10.3%

Door_Ajar_Warning
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1133
False	143

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1133	88.8%
False	143	11.2%

EBD_(Electronic_Brake-force_Distribution)
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1075
False	201

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1075	84.2%
False	201	15.8%

Fasten_Seat_Belt_Warning
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	1086
False	190

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
True	1086	85.1%
False	190	14.9%

Parking_Assistance
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	11
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Rear sensors with camera	367
No	290
Rear sensors	277
Front and rear sensors with camera	181
Front & rear sensors with 360 degree view	120
Other values (6)	41

Length

Max length	77
Median length	41
Mean length	19.46003135
Min length	2

Characters and Unicode

Total characters	24831
Distinct characters	25
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.2%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
Rear sensors with camera	367	28.8%
No	290	22.7%
Rear sensors	277	21.7%
Front and rear sensors with camera	181	14.2%
Front & rear sensors with 360 degree view	120	9.4%
Rear sensors, Rear sensors with camera	17	1.3%
Yes	15	1.2%
Front sensors, Rear sensors	5	0.4%
Front and rear sensors with camera, Front & rear sensors with 360 degree view	2	0.2%
Rear sensors with camera, Rear sensors	1	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sensors	997	22.0%
rear	991	21.9%
with	690	15.2%
camera	568	12.5%
front	311	6.9%
no	290	6.4%
and	183	4.0%
	122	2.7%
360	122	2.7%
degree	122	2.7%
Other values (2)	137	3.0%

Most occurring characters

Value	Count	Frequency (%)
r	3294	13.3%
	3257	13.1%
e	3059	12.3%
s	3006	12.1%
a	2310	9.3%
o	1598	6.4%
n	1491	6.0%
t	1001	4.0%
w	812	3.3%
i	812	3.3%
Other values (15)	4191	16.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19758	79.6%
Space Separator	3257	13.1%
Uppercase Letter	1302	5.2%
Decimal Number	366	1.5%
Other Punctuation	148	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	3294	16.7%
e	3059	15.5%
s	3006	15.2%
a	2310	11.7%
o	1598	8.1%
n	1491	7.5%
t	1001	5.1%
w	812	4.1%
i	812	4.1%
h	690	3.5%
Other values (5)	1685	8.5%

Uppercase Letter

Value	Count	Frequency (%)
R	686	52.7%
F	311	23.9%
N	290	22.3%
Y	15	1.2%

Decimal Number

Value	Count	Frequency (%)
3	122	33.3%
6	122	33.3%
0	122	33.3%

Other Punctuation

Value	Count	Frequency (%)
&	122	82.4%
,	26	17.6%

Space Separator

Value	Count	Frequency (%)
	3257	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21060	84.8%
Common	3771	15.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	3294	15.6%
e	3059	14.5%
s	3006	14.3%
a	2310	11.0%
o	1598	7.6%
n	1491	7.1%
t	1001	4.8%
w	812	3.9%
i	812	3.9%
h	690	3.3%
Other values (9)	2987	14.2%

Common

Value	Count	Frequency (%)
	3257	86.4%
&	122	3.2%
3	122	3.2%
6	122	3.2%
0	122	3.2%
,	26	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24831	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	3294	13.3%
	3257	13.1%
e	3059	12.3%
s	3006	12.1%
a	2310	9.3%
o	1598	6.4%
n	1491	6.0%
t	1001	4.0%
w	812	3.3%
i	812	3.3%
Other values (15)	4191	16.9%

EBA_(Electronic_Brake_Assist)
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

False	690
True	586

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	690	54.1%
True	586	45.9%

Seat_Height_Adjustment
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Manual Adjustment	855
Electric Adjustment with Memory	239
Electric Adjustment	168
Semi Automatic Adjustment	14

Length

Max length	31
Median length	17
Mean length	19.97335423
Min length	17

Characters and Unicode

Total characters	25486
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Manual Adjustment
2nd row	Manual Adjustment
3rd row	Manual Adjustment
4th row	Manual Adjustment
5th row	Manual Adjustment

Common Values

Value	Count	Frequency (%)
Manual Adjustment	855	67.0%
Electric Adjustment with Memory	239	18.7%
Electric Adjustment	168	13.2%
Semi Automatic Adjustment	14	1.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
adjustment	1276	41.9%
manual	855	28.1%
electric	407	13.4%
with	239	7.9%
memory	239	7.9%
semi	14	0.5%
automatic	14	0.5%

Most occurring characters

Value	Count	Frequency (%)
t	3226	12.7%
u	2145	8.4%
n	2131	8.4%
e	1936	7.6%
	1768	6.9%
a	1724	6.8%
m	1543	6.1%
A	1290	5.1%
d	1276	5.0%
j	1276	5.0%
Other values (12)	7171	28.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20913	82.1%
Uppercase Letter	2805	11.0%
Space Separator	1768	6.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3226	15.4%
u	2145	10.3%
n	2131	10.2%
e	1936	9.3%
a	1724	8.2%
m	1543	7.4%
d	1276	6.1%
j	1276	6.1%
s	1276	6.1%
l	1262	6.0%
Other values (7)	3118	14.9%

Uppercase Letter

Value	Count	Frequency (%)
A	1290	46.0%
M	1094	39.0%
E	407	14.5%
S	14	0.5%

Space Separator

Value	Count	Frequency (%)
	1768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23718	93.1%
Common	1768	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3226	13.6%
u	2145	9.0%
n	2131	9.0%
e	1936	8.2%
a	1724	7.3%
m	1543	6.5%
A	1290	5.4%
d	1276	5.4%
j	1276	5.4%
s	1276	5.4%
Other values (11)	5895	24.9%

Common

Value	Count	Frequency (%)
	1768	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25486	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3226	12.7%
u	2145	8.4%
n	2131	8.4%
e	1936	7.6%
	1768	6.9%
a	1724	6.8%
m	1543	6.1%
A	1290	5.1%
d	1276	5.0%
j	1276	5.0%
Other values (12)	7171	28.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Unnamed: 0	Make	Model	Variant	Ex-Showroom_Price	Displacement	Cylinders	Emission_Norm	Fuel_System	Fuel_Tank_Capacity	Fuel_Type	Height	Length	Width	Body_Type	ARAI_Certified_Mileage	Gears	Ground_Clearance	Power_Steering	Power_Windows	Power_Seats	Keyless_Entry	Power	Seating_Capacity	Seats_Material	Type	Audiosystem	Bluetooth	Boot_Space	Central_Locking	Child_Safety_Locks	Distance_to_Empty	Handbrake	Instrument_Console	Ventilation_System	Engine_Immobilizer	ABS_(Anti-lock_Braking_System)	Door_Ajar_Warning	EBD_(Electronic_Brake-force_Distribution)	Fasten_Seat_Belt_Warning	Parking_Assistance	EBA_(Electronic_Brake_Assist)	Seat_Height_Adjustment
0	0	Tata	Nano Genx	Xt	292667	624.0	2	BS IV	Injection	24.0	Petrol	1652.0	3164.0	1750.0	Hatchback	23.600000	4	180.0	Electric Power	Only Front Windows	No	Remote	374.680	4	Fabric	Manual	CD Player with USB & Aux-in	Yes	110.0	Yes	Yes	Yes	Manual	Analog + Digital	Manual Air conditioning with cooling and heating	No	No	No	No	No	No	No	Manual Adjustment
1	1	Tata	Nano Genx	Xe	236447	624.0	2	BS IV	Injection	24.0	Petrol	1652.0	3164.0	1750.0	Hatchback	23.600000	4	180.0	No	No	No	No	374.680	4	Fabric	Manual	No	No	110.0	No	Yes	Yes	Manual	Analog + Digital	No	No	No	No	No	No	No	No	Manual Adjustment
2	2	Tata	Nano Genx	Emax Xm	296661	624.0	2	BS IV	Injection	15.0	CNG	1652.0	3164.0	1750.0	Hatchback	19.902117	4	180.0	Electric Power	No	No	No	374.680	4	Fabric	Manual	No	No	110.0	No	Yes	Yes	Manual	Analog + Digital	Air Conditioning with cooling only	No	No	No	No	No	No	No	Manual Adjustment
3	3	Tata	Nano Genx	Xta	334768	624.0	2	BS IV	Injection	24.0	Petrol	1652.0	3164.0	1750.0	Hatchback	21.900000	5	180.0	Electric Power	Only Front Windows	No	Remote	374.680	4	Fabric	Automatic	CD Player with USB & Aux-in	Yes	94.0	Yes	Yes	Yes	Manual	Analog + Digital	Manual Air conditioning with cooling and heating	No	No	No	No	No	No	No	Manual Adjustment
4	4	Tata	Nano Genx	Xm	272223	624.0	2	BS IV	Injection	24.0	Petrol	1652.0	3164.0	1750.0	Hatchback	23.600000	4	180.0	Electric Power	No	No	No	374.680	4	Fabric	Manual	No	No	110.0	No	Yes	Yes	Manual	Analog + Digital	Air Conditioning with cooling only	No	No	No	No	No	No	No	Manual Adjustment
5	5	Tata	Nano Genx	Xma	314815	624.0	2	BS IV	Injection	24.0	Petrol	1652.0	3164.0	1750.0	Hatchback	21.900000	5	180.0	Electric Power	No	No	No	374.680	4	Fabric	Automatic	No	No	94.0	No	Yes	Yes	Manual	Analog + Digital	Air Conditioning with cooling only	No	No	Yes	No	No	No	No	Manual Adjustment
6	6	Datsun	Redi-Go	D	279650	799.0	3	BS IV	Injection	28.0	Petrol	1541.0	3429.0	1560.0	Hatchback	25.170000	5	185.0	No	No	No	No	53.244	5	Fabric	Manual	No	No	222.0	No	Yes	Yes	Manual	Analog + Digital	Yes	Yes	Yes	No	No	No	No	No	Manual Adjustment
7	7	Datsun	Redi-Go	T	351832	799.0	3	BS IV	Injection	28.0	Petrol	1541.0	3429.0	1560.0	Hatchback	25.170000	5	185.0	Electric Power	Only Front Windows	No	No	53.244	5	Fabric	Manual	CD Player with USB & Aux-in	No	222.0	Yes	Yes	Yes	Manual	Analog + Digital	Manual Air conditioning with cooling and heating	Yes	No	No	No	No	No	No	Manual Adjustment
8	8	Datsun	Redi-Go	A	333419	799.0	3	BS IV	Injection	28.0	Petrol	1541.0	3429.0	1560.0	Hatchback	25.170000	5	185.0	Electric Power	No	No	No	53.244	5	Fabric	Manual	No	No	222.0	No	Yes	Yes	Manual	Analog + Digital	Manual Air conditioning with cooling and heating	Yes	No	No	No	No	No	No	Manual Adjustment
9	9	Datsun	Redi-Go	S	362000	799.0	3	BS IV	Injection	28.0	Petrol	1541.0	3429.0	1560.0	Hatchback	25.170000	5	185.0	Electric Power	No	No	No	53.244	5	Fabric	Manual	CD Player with USB & Aux-in	No	222.0	No	Yes	Yes	Manual	Analog + Digital	Manual Air conditioning with cooling and heating	Yes	No	No	No	No	Rear sensors	No	Manual Adjustment

Last rows

	Unnamed: 0	Make	Model	Variant	Ex-Showroom_Price	Displacement	Cylinders	Emission_Norm	Fuel_System	Fuel_Tank_Capacity	Fuel_Type	Height	Length	Width	Body_Type	ARAI_Certified_Mileage	Gears	Ground_Clearance	Power_Steering	Power_Windows	Power_Seats	Keyless_Entry	Power	Seating_Capacity	Seats_Material	Type	Audiosystem	Bluetooth	Boot_Space	Central_Locking	Child_Safety_Locks	Distance_to_Empty	Handbrake	Instrument_Console	Ventilation_System	Engine_Immobilizer	ABS_(Anti-lock_Braking_System)	Door_Ajar_Warning	EBD_(Electronic_Brake-force_Distribution)	Fasten_Seat_Belt_Warning	Parking_Assistance	EBA_(Electronic_Brake_Assist)	Seat_Height_Adjustment
1266	1266	Honda	City	V Mt Petrol	1065900	1497.0	4	BS VI	Injection	40.0	Petrol	1495.0	4440.0	1695.0	Sedan	17.80	5	165.0	Electric Power	All Windows	No	Remote	117.334	5	Fabric	Manual	CD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1267	1267	Honda	City	Vx Mt Petrol	1182000	1497.0	4	BS VI	Injection	40.0	Petrol	1495.0	4440.0	1695.0	Sedan	17.40	5	165.0	Electric Power	All Windows	No	Smart Key	117.334	5	Leather	Manual	DVD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1268	1268	Honda	City	Vx Cvt Petrol	1312000	1497.0	4	BS VI	Injection	40.0	Petrol	1495.0	4440.0	1695.0	Sedan	18.00	5	165.0	Electric Power	All Windows	No	Smart Key	117.334	5	Leather	Automatic	CD/MP3/DVD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1269	1269	Honda	City	Sv Mt Diesel	1111000	1498.0	4	BS IV	Injection	40.0	Diesel	1495.0	4440.0	1695.0	Sedan	25.60	6	165.0	Electric Power	All Windows	No	Remote	98.600	5	Fabric	Manual	USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	No	No	Manual Adjustment
1270	1270	Honda	City	V Mt Diesel	1191000	1498.0	4	BS IV	Injection	40.0	Diesel	1495.0	4440.0	1695.0	Sedan	25.60	6	165.0	Electric Power	All Windows	No	Remote	98.600	5	Fabric	Manual	CD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1271	1271	Honda	City	Vx Mt Diesel	1302000	1498.0	4	BS IV	Injection	40.0	Diesel	1495.0	4440.0	1695.0	Sedan	25.10	6	165.0	Electric Power	All Windows	No	Smart Key	98.600	5	Leather	Manual	DVD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1272	1272	Honda	City	Zx Mt Diesel	1421000	1498.0	4	BS IV	Injection	40.0	Diesel	1495.0	4440.0	1695.0	Sedan	25.10	6	165.0	Electric Power	All Windows	No	Smart Key	98.600	5	Leather	Manual	DVD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Rear sensors with camera	No	Manual Adjustment
1273	1273	Honda	City	Zx Cvt Petrol	1431000	1497.0	4	BS VI	Injection	40.0	Petrol	1495.0	4440.0	1695.0	Sedan	22.60	5	165.0	Electric Power	All Windows	No	Smart Key	117.334	5	Leather	Automatic	DVD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Rear sensors with camera	No	Manual Adjustment
1274	1274	Honda	City	V Cvt Petrol	1201000	1497.0	4	BS VI	Injection	40.0	Petrol	1495.0	4440.0	1695.0	Sedan	17.80	5	165.0	Electric Power	All Windows	No	Remote	117.334	5	Fabric	Automatic	CD Player with USB & Aux-in	Yes	510.0	Yes	Yes	Yes	Manual	Analog + Digital	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Front and rear sensors with camera	No	Manual Adjustment
1275	1275	Mitsubishi	Montero	3.2 At	6862560	3200.0	4	BS IV	Injection	88.0	Diesel	1900.0	4900.0	1875.0	SUV	11.56	5	235.0	Electric Power	All Windows	Yes	Yes	199.172	7	Leather	Automatic	CD Player with USB & Aux-in	Yes	1050.0	Yes	Yes	Yes	Manual	Analog	Fully automatic climate control	Yes	Yes	Yes	Yes	Yes	Rear sensors with camera	Yes	Electric Adjustment

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Dash Punctuation

Math Symbol

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter